{"id":"W4389242340","doi":"10.1053/j.seminhematol.2023.11.006","title":"Biological heterogeneity in diffuse large B-cell lymphoma","year":2023,"lang":"en","type":"article","venue":"Seminars in Hematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; BC Cancer Agency; University of British Columbia; Spinal Cord Injury BC; Simon Fraser University","funders":"Michael Smith Health Research BC","keywords":"Diffuse large B-cell lymphoma; Lymphoma; Biology; Precision medicine; Computational biology; Oncology; Medicine; Bioinformatics; Immunology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002318639,0.0001756886,0.0005347377,0.0002790338,0.00002932546,0.000004688129,0.00009424923,0.0002538571,0.00004253279],"category_scores_gemma":[0.0001201608,0.0001375369,0.00009588382,0.0004992124,0.00007086175,0.00002269189,0.0001276337,0.00007736006,0.0004062262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001681324,"about_ca_system_score_gemma":0.00004927005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005026814,"about_ca_topic_score_gemma":0.0001455186,"domain_scores_codex":[0.9985124,0.00009237891,0.0003427488,0.0004007895,0.0001072436,0.0005444476],"domain_scores_gemma":[0.9992512,0.0002790999,0.00004910686,0.000305572,0.00001412823,0.0001008636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001062357,0.007193312,0.981869,0.00005585445,0.00001490968,0.005546466,0.0002282697,5.659646e-7,0.0002485368,0.001107844,0.001471181,0.002157777],"study_design_scores_gemma":[0.03433281,0.0005676395,0.9303883,0.0003060492,0.00002699743,0.001083014,0.0004419409,0.0003835843,0.02569455,0.0007947284,0.005701106,0.0002792336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955719,0.001903708,0.000001372973,0.000685388,0.0001501376,0.00031812,0.00001211739,0.00009641811,0.001260829],"genre_scores_gemma":[0.9976469,0.001381842,0.0001500235,0.0004041178,0.00001963168,0.0001763871,0.00007381832,0.00001502218,0.0001323165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0514807,"threshold_uncertainty_score":0.5608593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02726806348528607,"score_gpt":0.3029398652008562,"score_spread":0.2756718017155702,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}